{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bcb4bd04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jinsung\\AppData\\Local\\Temp/ipykernel_3600/2254496898.py:4: DtypeWarning: Columns (4,9,11,12,13,14,26,27,32) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  dataset = pd.read_csv(\"fulldata_09_30_08_P_대기오염물질배출시설설치사업장.csv\", encoding =\"cp949\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dataset = pd.read_csv(\"fulldata_09_30_08_P_대기오염물질배출시설설치사업장.csv\", encoding =\"cp949\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b6b79375",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jinsung\\AppData\\Local\\Temp/ipykernel_3600/3439392321.py:3: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  dataset_GJ = dataset_GJ[dataset['개방자치단체코드'] == 3040000]\n"
     ]
    }
   ],
   "source": [
    "#dataset_GJ = dataset[dataset['종별명']=='1종']\n",
    "dataset_GJ = dataset[dataset['영업상태명'] == '영업/정상']\n",
    "dataset_GJ = dataset_GJ[dataset['개방자치단체코드'] == 3040000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "329bf15c",
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>번호</th>\n",
       "      <th>개방서비스명</th>\n",
       "      <th>개방서비스아이디</th>\n",
       "      <th>개방자치단체코드</th>\n",
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       "      <th>인허가일자</th>\n",
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       "      <th>배출시설조업시간</th>\n",
       "      <th>배출시설연간가동일수</th>\n",
       "      <th>방지시설조업시간</th>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
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       "      <td>09_30_08_P</td>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
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       "      <td>09_30_08_P</td>\n",
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       "      <td>304000000000000000.0</td>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
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       "      <td>대기오염물질배출시설설치사업장</td>\n",
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       "      <td>2.068207e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32557</th>\n",
       "      <td>32558</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>304000000000000000.0</td>\n",
       "      <td>2015-09-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>호텔업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.248101e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33722</th>\n",
       "      <td>33723</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>1999-07-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.158157e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33723</th>\n",
       "      <td>33724</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>1999-05-27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.068109e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33735</th>\n",
       "      <td>33736</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>1999-06-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.078125e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33960</th>\n",
       "      <td>33961</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>365.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>2.068261e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33974</th>\n",
       "      <td>33975</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2023-01-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>200.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2.078510e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34166</th>\n",
       "      <td>34167</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2022-11-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>3종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>365.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>2.068273e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34431</th>\n",
       "      <td>34432</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2021-06-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>폐기물 처리업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>300.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>2.078302e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57620</th>\n",
       "      <td>57621</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>1999-05-27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.078101e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57621</th>\n",
       "      <td>57622</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>공공관계 서비스업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.068207e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57622</th>\n",
       "      <td>57623</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>여객 자동차 터미널 운영업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.018526e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57623</th>\n",
       "      <td>57624</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>병원</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2.078300e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57624</th>\n",
       "      <td>57625</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-11-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>공연시설 운영업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.068207e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57625</th>\n",
       "      <td>57626</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-12-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2.078302e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57626</th>\n",
       "      <td>57627</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-12-21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.138273e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57627</th>\n",
       "      <td>57628</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.068263e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57628</th>\n",
       "      <td>57629</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>2.068211e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57629</th>\n",
       "      <td>57630</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>욕탕업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>2.150183e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58449</th>\n",
       "      <td>58450</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>2.068261e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58733</th>\n",
       "      <td>58734</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2022-10-17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1.048637e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58734</th>\n",
       "      <td>58735</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>그외 기타 기계 및 장비 도매업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>2.078302e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59068</th>\n",
       "      <td>59069</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>2.068517e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81627</th>\n",
       "      <td>81628</td>\n",
       "      <td>대기오염물질배출시설설치사업장</td>\n",
       "      <td>09_30_08_P</td>\n",
       "      <td>3040000</td>\n",
       "      <td>3.04E+17</td>\n",
       "      <td>2015-10-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>영업/정상</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>대학교</td>\n",
       "      <td>4종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.0</td>\n",
       "      <td>2.078205e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          번호           개방서비스명    개방서비스아이디  개방자치단체코드                  관리번호  \\\n",
       "25126  25127  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "25567  25568  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "25796  25797  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "25984  25985  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "26126  26127  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "26255  26256  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "26989  26990  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "27403  27404  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "27830  27831  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "29101  29102  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "29151  29152  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "29244  29245  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "29245  29246  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "29825  29826  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "30694  30695  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "30810  30811  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "32557  32558  대기오염물질배출시설설치사업장  09_30_08_P   3040000  304000000000000000.0   \n",
       "33722  33723  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "33723  33724  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "33735  33736  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "33960  33961  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "33974  33975  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "34166  34167  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "34431  34432  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57620  57621  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57621  57622  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57622  57623  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57623  57624  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57624  57625  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57625  57626  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57626  57627  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57627  57628  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57628  57629  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "57629  57630  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "58449  58450  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "58733  58734  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "58734  58735  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "59068  59069  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "81627  81628  대기오염물질배출시설설치사업장  09_30_08_P   3040000              3.04E+17   \n",
       "\n",
       "            인허가일자  인허가취소일자  영업상태구분코드  영업상태명 상세영업상태코드  ...              업종구분명  \\\n",
       "25126  2015-12-22      NaN         1  영업/정상       11  ...                대학교   \n",
       "25567  2015-10-26      NaN         1  영업/정상       11  ...                호텔업   \n",
       "25796  2016-03-22      NaN         1  영업/정상       11  ...                욕탕업   \n",
       "25984  2019-02-14      NaN         1  영업/정상       11  ...            수영장 운영업   \n",
       "26126  2015-08-28      NaN         1  영업/정상       11  ...                NaN   \n",
       "26255  2015-12-10      NaN         1  영업/정상       11  ...          공공관계 서비스업   \n",
       "26989  2015-09-02      NaN         1  영업/정상       11  ...                숙박업   \n",
       "27403  2015-09-22      NaN         1  영업/정상       11  ...                NaN   \n",
       "27830  2019-07-26      NaN         1  영업/정상       11  ...                NaN   \n",
       "29101  2015-11-06      NaN         1  영업/정상       11  ...     그외 기타 전자부품 제조업   \n",
       "29151  2016-03-25      NaN         1  영업/정상       11  ...                대학교   \n",
       "29244  1998-06-30      NaN         1  영업/정상       11  ...                NaN   \n",
       "29245  1998-08-20      NaN         1  영업/정상       11  ...         자동차 전문 수리업   \n",
       "29825  2021-12-20      NaN         1  영업/정상       11  ...                NaN   \n",
       "30694  2015-12-02      NaN         1  영업/정상       11  ...                NaN   \n",
       "30810  2015-09-18      NaN         1  영업/정상       11  ...       부동산 임대 및 공급업   \n",
       "32557  2015-09-11      NaN         1  영업/정상       11  ...                호텔업   \n",
       "33722  1999-07-07      NaN         1  영업/정상       11  ...                NaN   \n",
       "33723  1999-05-27      NaN         1  영업/정상       11  ...             택시 운송업   \n",
       "33735  1999-06-11      NaN         1  영업/정상       11  ...             택시 운송업   \n",
       "33960  2022-12-08      NaN         1  영업/정상       11  ...                NaN   \n",
       "33974  2023-01-03      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "34166  2022-11-18      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "34431  2021-06-17      NaN         1  영업/정상       11  ...            폐기물 처리업   \n",
       "57620  1999-05-27      NaN         1  영업/정상       11  ...                NaN   \n",
       "57621  2015-10-15      NaN         1  영업/정상       11  ...          공공관계 서비스업   \n",
       "57622  2015-11-10      NaN         1  영업/정상       11  ...     여객 자동차 터미널 운영업   \n",
       "57623  2015-11-16      NaN         1  영업/정상       11  ...                 병원   \n",
       "57624  2015-11-17      NaN         1  영업/정상       11  ...           공연시설 운영업   \n",
       "57625  2015-12-07      NaN         1  영업/정상       11  ...                NaN   \n",
       "57626  2015-12-21      NaN         1  영업/정상       11  ...                NaN   \n",
       "57627  2015-12-23      NaN         1  영업/정상       11  ...                NaN   \n",
       "57628  2015-09-14      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "57629  2015-10-04      NaN         1  영업/정상       11  ...                욕탕업   \n",
       "58449  2022-10-27      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "58733  2022-10-17      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "58734  2022-10-18      NaN         1  영업/정상       11  ...  그외 기타 기계 및 장비 도매업   \n",
       "59068  2021-04-12      NaN         1  영업/정상       11  ...            부동산 임대업   \n",
       "81627  2015-10-30      NaN         1  영업/정상       11  ...                대학교   \n",
       "\n",
       "      종별명 주생산품명 배출시설조업시간 배출시설연간가동일수 방지시설조업시간  방지시설연간가동일수       사업자등록번호  \\\n",
       "25126  4종   NaN     24.0      365.0     24.0       365.0  2.078200e+09   \n",
       "25567  4종   NaN     12.0      365.0      NaN         0.0  1.248101e+09   \n",
       "25796  4종   NaN     24.0      365.0      NaN         0.0  2.076578e+09   \n",
       "25984  5종   NaN      6.0      140.0      6.0       140.0  2.068270e+09   \n",
       "26126  4종   NaN     24.0      365.0     24.0       365.0  2.078202e+09   \n",
       "26255  4종   NaN      8.0      320.0      8.0       320.0  2.068207e+09   \n",
       "26989  4종   NaN     12.0      100.0      NaN         0.0  2.068210e+09   \n",
       "27403  4종   NaN     17.0      365.0     17.0       365.0  2.068207e+09   \n",
       "27830  4종   NaN      8.0      269.0      8.0       269.0  1.388300e+09   \n",
       "29101  5종  전자제품      NaN        0.0      NaN         0.0  2.068211e+09   \n",
       "29151  4종   NaN     20.0      365.0      NaN         0.0  2.068206e+09   \n",
       "29244  5종   NaN      7.0      300.0      7.0       300.0  2.062788e+09   \n",
       "29245  5종   NaN      4.0      300.0      4.0       300.0  2.062793e+09   \n",
       "29825  5종   NaN     13.0      300.0      NaN         0.0  2.068207e+09   \n",
       "30694  4종   NaN     12.0      363.0      NaN         0.0  2.078151e+09   \n",
       "30810  4종   NaN     18.0      340.0      NaN         0.0  2.068207e+09   \n",
       "32557  4종   NaN     24.0      365.0      NaN         0.0  1.248101e+09   \n",
       "33722  5종   NaN        0        0.0      0.0         0.0  2.158157e+09   \n",
       "33723  5종   NaN        0        0.0      0.0         0.0  2.068109e+09   \n",
       "33735  5종   NaN        0        0.0      0.0         0.0  2.078125e+09   \n",
       "33960  4종   NaN        3      365.0      3.0       365.0  2.068261e+09   \n",
       "33974  5종   NaN       15      200.0     15.0       200.0  2.078510e+09   \n",
       "34166  3종   NaN       19      365.0     19.0       365.0  2.068273e+09   \n",
       "34431  5종   NaN        8      300.0      8.0       300.0  2.078302e+09   \n",
       "57620  5종   NaN      0.0        0.0      0.0         0.0  2.078101e+09   \n",
       "57621  4종   NaN     17.0      350.0      NaN         0.0  2.068207e+09   \n",
       "57622  4종   NaN      4.0      365.0      NaN         0.0  1.018526e+09   \n",
       "57623  4종   NaN     12.0      180.0     12.0       180.0  2.078300e+09   \n",
       "57624  4종   NaN     17.0      360.0      NaN         0.0  2.068207e+09   \n",
       "57625  5종   NaN      6.0      180.0      6.0       180.0  2.078302e+09   \n",
       "57626  5종   NaN      6.0      150.0      NaN         0.0  5.138273e+09   \n",
       "57627  5종   NaN     13.0      365.0      NaN         0.0  2.068263e+09   \n",
       "57628  4종   NaN     16.0      250.0     16.0       250.0  2.068211e+09   \n",
       "57629  4종   NaN     12.0      365.0     12.0       365.0  2.150183e+09   \n",
       "58449  4종   NaN      4.0      280.0      4.0       280.0  2.068261e+09   \n",
       "58733  5종   NaN      4.0      365.0      4.0       365.0  1.048637e+09   \n",
       "58734  5종   NaN      9.0      240.0      9.0       240.0  2.078302e+09   \n",
       "59068  5종   NaN     10.0      240.0     10.0       240.0  2.068517e+09   \n",
       "81627  4종   NaN     12.0      300.0      NaN       300.0  2.078205e+09   \n",
       "\n",
       "      Unnamed: 37 Unnamed: 38  \n",
       "25126         NaN         NaN  \n",
       "25567         NaN         NaN  \n",
       "25796         NaN         NaN  \n",
       "25984         NaN         NaN  \n",
       "26126         NaN         NaN  \n",
       "26255         NaN         NaN  \n",
       "26989         NaN         NaN  \n",
       "27403         NaN         NaN  \n",
       "27830         NaN         NaN  \n",
       "29101         NaN         NaN  \n",
       "29151         NaN         NaN  \n",
       "29244         NaN         NaN  \n",
       "29245         NaN         NaN  \n",
       "29825         NaN         NaN  \n",
       "30694         NaN         NaN  \n",
       "30810         NaN         NaN  \n",
       "32557         NaN         NaN  \n",
       "33722         NaN         NaN  \n",
       "33723         NaN         NaN  \n",
       "33735         NaN         NaN  \n",
       "33960         NaN         NaN  \n",
       "33974         NaN         NaN  \n",
       "34166         NaN         NaN  \n",
       "34431         NaN         NaN  \n",
       "57620         NaN         NaN  \n",
       "57621         NaN         NaN  \n",
       "57622         NaN         NaN  \n",
       "57623         NaN         NaN  \n",
       "57624         NaN         NaN  \n",
       "57625         NaN         NaN  \n",
       "57626         NaN         NaN  \n",
       "57627         NaN         NaN  \n",
       "57628         NaN         NaN  \n",
       "57629         NaN         NaN  \n",
       "58449         NaN         NaN  \n",
       "58733         NaN         NaN  \n",
       "58734         NaN         NaN  \n",
       "59068         NaN         NaN  \n",
       "81627         NaN         NaN  \n",
       "\n",
       "[39 rows x 39 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b85baceb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['번호', '개방서비스명', '개방서비스아이디', '개방자치단체코드', '관리번호', '인허가일자', '인허가취소일자',\n",
       "       '영업상태구분코드', '영업상태명', '상세영업상태코드', '상세영업상태명', '폐업일자', '휴업시작일자', '휴업종료일자',\n",
       "       '재개업일자', '소재지전화', '소재지면적', '소재지우편번호', '소재지전체주소', '도로명전체주소', '도로명우편번호',\n",
       "       '사업장명', '최종수정시점', '데이터갱신구분', '데이터갱신일자', '업태구분명', '좌표정보(x)', '좌표정보(y)',\n",
       "       '환경업무구분명', '업종구분명', '종별명', '주생산품명', '배출시설조업시간', '배출시설연간가동일수',\n",
       "       '방지시설조업시간', '방지시설연간가동일수', '사업자등록번호', 'Unnamed: 37', 'Unnamed: 38'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cfad50c7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "번호                                      25127\n",
       "개방서비스명                        대기오염물질배출시설설치사업장\n",
       "개방서비스아이디                           09_30_08_P\n",
       "개방자치단체코드                              3040000\n",
       "관리번호                     304000000000000000.0\n",
       "인허가일자                              2015-12-22\n",
       "인허가취소일자                                   NaN\n",
       "영업상태구분코드                                    1\n",
       "영업상태명                                   영업/정상\n",
       "상세영업상태코드                                   11\n",
       "상세영업상태명                                    영업\n",
       "폐업일자                                      NaN\n",
       "휴업시작일자                                    NaN\n",
       "휴업종료일자                                    NaN\n",
       "재개업일자                                     NaN\n",
       "소재지전화                             02-450-3153\n",
       "소재지면적                                     NaN\n",
       "소재지우편번호                                   NaN\n",
       "소재지전체주소                                   NaN\n",
       "도로명전체주소        서울특별시 광진구 능동로 120 (화양동, 건국대학교)\n",
       "도로명우편번호                                  5029\n",
       "사업장명                                    건국대학교\n",
       "최종수정시점                       2023-03-23 14:56\n",
       "데이터갱신구분                                     U\n",
       "데이터갱신일자                       2023-03-25 2:40\n",
       "업태구분명                                     대학교\n",
       "좌표정보(x)                                   NaN\n",
       "좌표정보(y)                                   NaN\n",
       "환경업무구분명                              대기배출업소관리\n",
       "업종구분명                                     대학교\n",
       "종별명                                        4종\n",
       "주생산품명                                     NaN\n",
       "배출시설조업시간                                 24.0\n",
       "배출시설연간가동일수                              365.0\n",
       "방지시설조업시간                                 24.0\n",
       "방지시설연간가동일수                              365.0\n",
       "사업자등록번호                          2078200062.0\n",
       "Unnamed: 37                               NaN\n",
       "Unnamed: 38                               NaN\n",
       "Name: 25126, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ.iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ed445e3",
   "metadata": {},
   "source": [
    "\n",
    "## 고유값 확인, 사용할 columns 지정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2907ff79",
   "metadata": {},
   "outputs": [],
   "source": [
    "using_columns = ['인허가일자', '도로명전체주소', '도로명우편번호', '사업장명', '업태구분명','좌표정보(x)', '좌표정보(y)', \n",
    "                 '업종구분명', '종별명', '배출시설조업시간', '배출시설연간가동일수', '방지시설조업시간', '방지시설연간가동일수']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3903e86f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['대기오염물질배출시설설치사업장'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['개방서비스명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3c14390a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['09_30_08_P'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['개방서비스아이디'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41989144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3040000], dtype=int64)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['개방자치단체코드'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "704271c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3.04e+17, '3.04E+17'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['관리번호'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "477bef3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2015-12-22', '2015-10-26', '2016-03-22', '2019-02-14',\n",
       "       '2015-08-28', '2015-12-10', '2015-09-02', '2015-09-22',\n",
       "       '2019-07-26', '2015-11-06', '2016-03-25', '1998-06-30',\n",
       "       '1998-08-20', '2021-12-20', '2015-12-02', '2015-09-18',\n",
       "       '2015-09-11', '1999-07-07', '1999-05-27', '1999-06-11',\n",
       "       '2022-12-08', '2023-01-03', '2022-11-18', '2021-06-17',\n",
       "       '2015-10-15', '2015-11-10', '2015-11-16', '2015-11-17',\n",
       "       '2015-12-07', '2015-12-21', '2015-12-23', '2015-09-14',\n",
       "       '2015-10-04', '2022-10-27', '2022-10-17', '2022-10-18',\n",
       "       '2021-04-12', '2015-10-30'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['인허가일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "72095192",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['인허가취소일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "55ac9275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1], dtype=int64)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['영업상태구분코드'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bff5eddd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['영업/정상'], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['영업상태명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4d904802",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([11], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['상세영업상태코드'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a4d2dcb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['영업'], dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['상세영업상태명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0a612601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['폐업일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "80ee9a9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['휴업시작일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e35d749c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['휴업종료일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3a90df03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan], dtype=object)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['재개업일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3c6e62d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['02-450-3153', '02-450-4337', '02-444-9170', '02-446-1237',\n",
       "       '02-2030-7277', '02-3408-4947', '02-2218-5060', '02-2218-3396',\n",
       "       '02-3437-8723', '02-446-6867', '02-450-0744', '24535662',\n",
       "       '02-498-7705', '02-3437-5092', '3424-3000', '02-2067-4165',\n",
       "       '02-2022-0153', '24539841', '02-2298-7141', '4674151',\n",
       "       '02-454-2096', '02-450-9851', '02-444-8133', '450-7601',\n",
       "       '466-8650', '02-2049-4842', '22201105', '02-2204-0138',\n",
       "       '02-2049-4563', '4507773', '02-461-1100', '02-455-1695',\n",
       "       '02-2218-4561', '02-464-0437', '02-425-3169', '02-2024-4300',\n",
       "       '02-450-6162', '2049-7798', '02-3408-3084'], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['소재지전화'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ed2bd191",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['소재지면적'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cc13c3ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, '143-190'], dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['소재지우편번호'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2284052f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, '서울특별시 광진구 광장동 4', '서울특별시 광진구 구의동 16-3 정립회관',\n",
       "       '서울특별시 광진구 화양동 4-12', '서울특별시 광진구 중곡동 168-8 중곡문화체육센터',\n",
       "       '서울특별시 광진구 자양동 227-342', '서울특별시 광진구 중곡동 30-80 보건복지행정타운',\n",
       "       '서울특별시 광진구 구의동 16-3', '서울특별시 광진구 광장동 323-7',\n",
       "       '서울특별시 광진구 중곡동 186-12', '서울특별시 광진구 광장동 112', '서울특별시 광진구 구의동 546-4',\n",
       "       '서울특별시 광진구 자양동 227-7', '서울특별시 광진구 광장동 5', '서울특별시 광진구 자양동 590-5',\n",
       "       '서울특별시 광진구 중곡동 18-56', '서울특별시 광진구 중곡동 245-6',\n",
       "       '서울특별시 광진구 광장동 218-1 광장극동2차아파트', '서울특별시 광진구 광장동 148-6',\n",
       "       '서울특별시 광진구 광장동 145-8 워커힐아파트', '서울특별시 광진구 광장동 318-6',\n",
       "       '서울특별시 광진구 중곡동 187-24', '서울특별시 광진구 구의동 546-1 동서울종합터미널 701호',\n",
       "       '서울특별시 광진구 자양동 777 광진구청', '서울특별시 광진구 중곡동 169-80',\n",
       "       '서울특별시 광진구 광장동 218-1 광장극동아파트', '서울특별시 광진구 자양동 779 타워더모스트광진아크로텔',\n",
       "       '서울특별시 광진구 자양동 680-65 동서울우편집중국', '서울특별시 광진구 광장동 445-5 대한제지(주) 사옥'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['소재지전체주소'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "151344f6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['서울특별시 광진구 능동로 120 (화양동, 건국대학교)',\n",
       "       '서울특별시 광진구 워커힐로 177 (광장동, 워커힐호텔)',\n",
       "       '서울특별시 광진구 구의강변로 45 (구의동, 구의동 복합빌딩)',\n",
       "       '서울특별시 광진구 워커힐로 93, 정립회관 (구의동)',\n",
       "       '서울특별시 광진구 능동로 120-1 (화양동, 건국대학교병원)',\n",
       "       '서울특별시 광진구 능동로 433, 중곡문화체육센터 (중곡동)', '서울특별시 광진구 능동로 90 (자양동)',\n",
       "       '서울특별시 광진구 능동로 92 (자양동, 롯데백화점)',\n",
       "       '서울특별시 광진구 능동로 400, 보건복지행정타운 (중곡동)',\n",
       "       '서울특별시 광진구 워커힐로 93 (구의동, 정립회관)',\n",
       "       '서울특별시 광진구 광장로5길 25-1 (광장동, 장로회신학대학교)',\n",
       "       '서울특별시 광진구 아차산로78길 176 (광장동)', '서울특별시 광진구 동일로 425 (중곡동)',\n",
       "       '서울특별시 광진구 아차산로78길 90 (광장동)', '서울특별시 광진구 광나루로56길 85 (구의동)',\n",
       "       '서울특별시 광진구 아차산로 262 (자양동, 더샵스타시티)', '서울특별시 광진구 자양번영로 3 (자양동)',\n",
       "       '서울특별시 광진구 용마산로 134 (중곡동)', '서울특별시 광진구 면목로 93 (중곡동)',\n",
       "       '서울특별시 광진구 아차산로 552 (광장동, 광장극동아파트)', '서울특별시 광진구 아차산로 636 (광장동)',\n",
       "       '서울특별시 광진구 아차산로 635, 워커힐아파트 (광장동)', '서울특별시 광진구 천호대로 831 (광장동)',\n",
       "       '서울특별시 광진구 동일로 436 (중곡동)', '서울특별시 광진구 구천면로 14 (광장동, 광진구민체육센타)',\n",
       "       '서울특별시 광진구 강변역로 50, 동서울종합터미널 (구의동)',\n",
       "       '서울특별시 광진구 용마산로 127 (중곡동, 국립정신건강센터)',\n",
       "       '서울특별시 광진구 능동로 76 (자양동, 광진문화예술회관 및 구의회청사)',\n",
       "       '서울특별시 광진구 자양로 117 (자양동,광진구청)',\n",
       "       '서울특별시 광진구 광나루로 369 (군자동, 광진두산위브파크)',\n",
       "       '서울특별시 광진구 구의강변로 64 (구의동, 구의아크로리버)', '서울특별시 광진구 능동로 110 (화양동)',\n",
       "       '서울특별시 광진구 용마산로 171 (중곡동)',\n",
       "       '서울특별시 광진구 아차산로 355, 타워더모스트광진아크로텔 (자양동)',\n",
       "       '서울특별시 광진구 자양로 76, 동서울우편집중국 (자양동)',\n",
       "       '서울특별시 광진구 아차산로 563, 대한제지(주) 사옥 (광장동)',\n",
       "       '서울특별시 광진구 능동로 209 (군자동, 세종대학교)'], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['도로명전체주소'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c5f672a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['5029', '4963', '5049', '4958', '5030', '4904', '143-854', '5065',\n",
       "       '4933', '4965', nan, '4969', '143-883', '143-904', '4971', '4964',\n",
       "       '4970', '143-901', '5116', '5005', '4903', '5026', '5050', '4983'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['도로명우편번호'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f2ebdec7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['건국대학교', 'SK네트웍스(주) 워커힐호텔', '성진강변스파랜드', '정립회관', '건국대학교병원',\n",
       "       '광진구시설관리공단 중곡동문화체육센터', 'The Classic 500', '건국AMC 스타시티롯데백화점',\n",
       "       '보건복지행정타운', '정립전자', '장로회신학대학교', '이성모터스', '성진자동차공업사',\n",
       "       '광진구시설관리공단(광진정보도서관)', '강변테크노마트주식회사', '건국AMC', 'SK네트웍스(주) 워커힐',\n",
       "       '(주)신흥기업', '동도자동차(주)', '동인상운(주)', '극동2차아파트 입주자대표회의',\n",
       "       '(주)파라다이스 한울지점', '워커힐아파트입주자대표회의', '광진구청 다목적공공복합시설', '월성운수(주)',\n",
       "       '광진구시설관리공단 광진구민체육센터', '(주)에이치제이중공업 서울사무소', '국립정신건강센터',\n",
       "       '광진구시설관리공단 광진문화예술회관', '광진구청', '광진두산위브파크아파트대표회의관리단',\n",
       "       '구의아크로리버입주대표회의', '스타시티 영존', '실로암목욕장', '광장극동1차아파트 입주자대표회의',\n",
       "       '대한코너스톤프로젝트금융투자 주식회사', '동서울우편집중국', '대한제지(주)', '세종대학교'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['사업장명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "56585b2a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2023-03-23 14:56', '2023-03-03 15:43', '2022-02-22 14:31',\n",
       "       '2021-08-03 16:36', '2021-05-18 14:24', '2022-04-25 11:36',\n",
       "       '2020-06-30 10:12', '2020-10-14 15:56', '2022-07-15 9:28',\n",
       "       '2020-10-14 15:41', '2022-08-02 9:28', '2022-10-25 10:04',\n",
       "       '2021-12-30 15:37', '2022-12-13 11:39', '2020-10-14 15:21',\n",
       "       '2022-08-25 16:34', '2021-04-29 16:48', '2015-05-12 16:33',\n",
       "       '2015-03-27 12:47', '2022-10-25 10:05', '2022-12-08 10:31',\n",
       "       '2023-01-03 16:35', '2023-02-28 10:30', '2022-04-25 11:30',\n",
       "       '2020-10-14 15:13', '2021-04-27 17:42', '2022-01-28 9:58',\n",
       "       '2020-12-10 17:19', '2020-10-14 15:43', '2021-10-08 16:54',\n",
       "       '2022-10-11 15:42', '2022-09-16 9:53', '2023-01-03 16:46',\n",
       "       '2021-05-25 17:31', '2022-10-27 15:36', '2023-01-31 17:12',\n",
       "       '2022-10-18 15:49', '2021-04-12 15:32', '2022-01-20 10:41'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['최종수정시점'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9101c182",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['U', 'I'], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['데이터갱신구분'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c9f330c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2023-03-25 2:40', '2023-03-05 2:40', '2022-02-24 2:40',\n",
       "       '2021-08-05 2:40', '2021-05-20 2:40', '2022-04-27 2:40',\n",
       "       '2020-07-02 2:40', '2020-10-16 2:40', '2022-07-17 2:40',\n",
       "       '2022-08-04 2:40', '2022-10-27 2:40', '2022-01-01 2:40',\n",
       "       '2022-12-15 2:40', '2022-08-27 2:40', '2021-05-01 2:40',\n",
       "       '2021-08-20 0:22', '2022-12-10 0:40', '2023-01-05 0:40',\n",
       "       '2023-03-03 2:40', '2020-10-16 0:23', '2021-04-29 2:40',\n",
       "       '2022-01-30 2:40', '2020-12-12 2:40', '2021-10-10 2:40',\n",
       "       '2022-10-13 2:40', '2022-09-18 2:40', '2023-01-05 2:40',\n",
       "       '2021-05-27 2:40', '2022-10-29 0:22', '2023-02-02 2:40',\n",
       "       '2022-10-20 0:22', '2021-04-14 0:22', '2022-01-22 2:40'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['데이터갱신일자'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b3970d30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['대학교', '호텔업', '욕탕업', '수영장 운영업', nan, '공공관계 서비스업', '숙박업',\n",
       "       '그외 기타 전자부품 제조업', '자동차 전문 수리업', '부동산 임대 및 공급업', '택시 운송업',\n",
       "       '부동산 임대업', '폐기물 처리업', '여객 자동차 터미널 운영업', '병원', '공연시설 운영업',\n",
       "       '그외 기타 기계 및 장비 도매업'], dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['업태구분명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "01071666",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 209696.6152, 207995.9571, 208558.3494, 206303.0322,\n",
       "       207416.1762, 206217.4347, 207403.6213, 209096.5449, 209485.0198,\n",
       "       206861.3717, 209704.1525, 208394.4164, 206349.675, 209672.3456,\n",
       "       '206484.035', '207616.3133', '206904.7706', '209138.0473',\n",
       "       '209531.5729', '209345.9418', '209370.663', 206956.4136,\n",
       "       209343.0014, 208201.9933, 207510.0768, 206174.5172, 207217.2427,\n",
       "       206212.2443, 208135.5074, 207487.0252, 209138.0473, 207202.1366,\n",
       "       207521.1386, 209023.363, 206481.0627], dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['좌표정보(x)'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b06255a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 450572.6302, 448085.2425, 449841.6657, 448689.8782,\n",
       "       451726.8248, 448506.2187, 451409.4742, 449775.2491, 449510.7308,\n",
       "       451779.8231, 449873.8728, 448165.28, 448396.9397, 450590.3878,\n",
       "       '447539.8215', '451473.1853', '451097.5266', '448993.9254',\n",
       "       '449654.8934', '449811.7182', '449249.0321', 451856.6678,\n",
       "       449330.4935, 447967.2995, 451417.8644, 448365.3637, 448466.0724,\n",
       "       449577.1749, 448204.0917, 451864.5615, 448993.9254, 448365.6601,\n",
       "       448140.0608, 449094.1411, 449832.3234], dtype=object)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['좌표정보(y)'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cd93b690",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['대기배출업소관리'], dtype=object)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['환경업무구분명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "af3dafd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['대학교', '호텔업', '욕탕업', '수영장 운영업', nan, '공공관계 서비스업', '숙박업',\n",
       "       '그외 기타 전자부품 제조업', '자동차 전문 수리업', '부동산 임대 및 공급업', '택시 운송업',\n",
       "       '부동산 임대업', '폐기물 처리업', '여객 자동차 터미널 운영업', '병원', '공연시설 운영업',\n",
       "       '그외 기타 기계 및 장비 도매업'], dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['업종구분명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "af8e139f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['4종', '5종', '3종'], dtype=object)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['종별명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "5488c3b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, '전자제품'], dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['주생산품명'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c7601af7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([24.0, 12.0, 6.0, 8.0, 17.0, nan, 20.0, 7.0, 4.0, 13.0, 18.0, '0',\n",
       "       '3', '15', '19', '8', 0.0, 16.0, 9.0, 10.0], dtype=object)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['배출시설조업시간'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "79ab469e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([365., 140., 320., 100., 269.,   0., 300., 363., 340., 200., 350.,\n",
       "       180., 360., 150., 250., 280., 240.])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['배출시설연간가동일수'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ddb55217",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([24., nan,  6.,  8., 17.,  7.,  4.,  0.,  3., 15., 19., 12., 16.,\n",
       "        9., 10.])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['방지시설조업시간'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "dcd1adba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([365.,   0., 140., 320., 269., 300., 200., 180., 250., 280., 240.])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['방지시설연간가동일수'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "fcbfa428",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.07820006e+09, 1.24810072e+09, 2.07657756e+09, 2.06826986e+09,\n",
       "       2.07820212e+09, 2.06820723e+09, 2.06821027e+09, 2.06820678e+09,\n",
       "       1.38830037e+09, 2.06821128e+09, 2.06820619e+09, 2.06278773e+09,\n",
       "       2.06279299e+09, 2.07815068e+09, 2.15815682e+09, 2.06810878e+09,\n",
       "       2.07812456e+09, 2.06826103e+09, 2.07851018e+09, 2.06827309e+09,\n",
       "       2.07830158e+09, 2.07810084e+09, 1.01852560e+09, 2.07830043e+09,\n",
       "       5.13827295e+09, 2.06826329e+09, 2.06821076e+09, 2.15018301e+09,\n",
       "       2.06826105e+09, 1.04863650e+09, 2.07830170e+09, 2.06851733e+09,\n",
       "       2.07820464e+09])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_GJ['사업자등록번호'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77f674cd",
   "metadata": {},
   "source": [
    "## 기초통계량 분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "387074dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>인허가일자</th>\n",
       "      <th>도로명전체주소</th>\n",
       "      <th>도로명우편번호</th>\n",
       "      <th>사업장명</th>\n",
       "      <th>업태구분명</th>\n",
       "      <th>좌표정보(x)</th>\n",
       "      <th>좌표정보(y)</th>\n",
       "      <th>업종구분명</th>\n",
       "      <th>종별명</th>\n",
       "      <th>배출시설조업시간</th>\n",
       "      <th>배출시설연간가동일수</th>\n",
       "      <th>방지시설조업시간</th>\n",
       "      <th>방지시설연간가동일수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25126</th>\n",
       "      <td>2015-12-22</td>\n",
       "      <td>서울특별시 광진구 능동로 120 (화양동, 건국대학교)</td>\n",
       "      <td>5029</td>\n",
       "      <td>건국대학교</td>\n",
       "      <td>대학교</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>대학교</td>\n",
       "      <td>4종</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25567</th>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>서울특별시 광진구 워커힐로 177 (광장동, 워커힐호텔)</td>\n",
       "      <td>4963</td>\n",
       "      <td>SK네트웍스(주) 워커힐호텔</td>\n",
       "      <td>호텔업</td>\n",
       "      <td>209696.6152</td>\n",
       "      <td>450572.6302</td>\n",
       "      <td>호텔업</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25796</th>\n",
       "      <td>2016-03-22</td>\n",
       "      <td>서울특별시 광진구 구의강변로 45 (구의동, 구의동 복합빌딩)</td>\n",
       "      <td>5049</td>\n",
       "      <td>성진강변스파랜드</td>\n",
       "      <td>욕탕업</td>\n",
       "      <td>207995.9571</td>\n",
       "      <td>448085.2425</td>\n",
       "      <td>욕탕업</td>\n",
       "      <td>4종</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25984</th>\n",
       "      <td>2019-02-14</td>\n",
       "      <td>서울특별시 광진구 워커힐로 93, 정립회관 (구의동)</td>\n",
       "      <td>4958</td>\n",
       "      <td>정립회관</td>\n",
       "      <td>수영장 운영업</td>\n",
       "      <td>208558.3494</td>\n",
       "      <td>449841.6657</td>\n",
       "      <td>수영장 운영업</td>\n",
       "      <td>5종</td>\n",
       "      <td>6.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26126</th>\n",
       "      <td>2015-08-28</td>\n",
       "      <td>서울특별시 광진구 능동로 120-1 (화양동, 건국대학교병원)</td>\n",
       "      <td>5030</td>\n",
       "      <td>건국대학교병원</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206303.0322</td>\n",
       "      <td>448689.8782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26255</th>\n",
       "      <td>2015-12-10</td>\n",
       "      <td>서울특별시 광진구 능동로 433, 중곡문화체육센터 (중곡동)</td>\n",
       "      <td>4904</td>\n",
       "      <td>광진구시설관리공단 중곡동문화체육센터</td>\n",
       "      <td>공공관계 서비스업</td>\n",
       "      <td>207416.1762</td>\n",
       "      <td>451726.8248</td>\n",
       "      <td>공공관계 서비스업</td>\n",
       "      <td>4종</td>\n",
       "      <td>8.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26989</th>\n",
       "      <td>2015-09-02</td>\n",
       "      <td>서울특별시 광진구 능동로 90 (자양동)</td>\n",
       "      <td>143-854</td>\n",
       "      <td>The Classic 500</td>\n",
       "      <td>숙박업</td>\n",
       "      <td>206217.4347</td>\n",
       "      <td>448506.2187</td>\n",
       "      <td>숙박업</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27403</th>\n",
       "      <td>2015-09-22</td>\n",
       "      <td>서울특별시 광진구 능동로 92 (자양동, 롯데백화점)</td>\n",
       "      <td>5065</td>\n",
       "      <td>건국AMC 스타시티롯데백화점</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206217.4347</td>\n",
       "      <td>448506.2187</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>17.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27830</th>\n",
       "      <td>2019-07-26</td>\n",
       "      <td>서울특별시 광진구 능동로 400, 보건복지행정타운 (중곡동)</td>\n",
       "      <td>4933</td>\n",
       "      <td>보건복지행정타운</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207403.6213</td>\n",
       "      <td>451409.4742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>8.0</td>\n",
       "      <td>269.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29101</th>\n",
       "      <td>2015-11-06</td>\n",
       "      <td>서울특별시 광진구 워커힐로 93 (구의동, 정립회관)</td>\n",
       "      <td>4958</td>\n",
       "      <td>정립전자</td>\n",
       "      <td>그외 기타 전자부품 제조업</td>\n",
       "      <td>208558.3494</td>\n",
       "      <td>449841.6657</td>\n",
       "      <td>그외 기타 전자부품 제조업</td>\n",
       "      <td>5종</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29151</th>\n",
       "      <td>2016-03-25</td>\n",
       "      <td>서울특별시 광진구 광장로5길 25-1 (광장동, 장로회신학대학교)</td>\n",
       "      <td>4965</td>\n",
       "      <td>장로회신학대학교</td>\n",
       "      <td>대학교</td>\n",
       "      <td>209096.5449</td>\n",
       "      <td>449775.2491</td>\n",
       "      <td>대학교</td>\n",
       "      <td>4종</td>\n",
       "      <td>20.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29244</th>\n",
       "      <td>1998-06-30</td>\n",
       "      <td>서울특별시 광진구 아차산로78길 176 (광장동)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>이성모터스</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209485.0198</td>\n",
       "      <td>449510.7308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>7.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29245</th>\n",
       "      <td>1998-08-20</td>\n",
       "      <td>서울특별시 광진구 동일로 425 (중곡동)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>성진자동차공업사</td>\n",
       "      <td>자동차 전문 수리업</td>\n",
       "      <td>206861.3717</td>\n",
       "      <td>451779.8231</td>\n",
       "      <td>자동차 전문 수리업</td>\n",
       "      <td>5종</td>\n",
       "      <td>4.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29825</th>\n",
       "      <td>2021-12-20</td>\n",
       "      <td>서울특별시 광진구 아차산로78길 90 (광장동)</td>\n",
       "      <td>4969</td>\n",
       "      <td>광진구시설관리공단(광진정보도서관)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209704.1525</td>\n",
       "      <td>449873.8728</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>13.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>2015-12-02</td>\n",
       "      <td>서울특별시 광진구 광나루로56길 85 (구의동)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>강변테크노마트주식회사</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208394.4164</td>\n",
       "      <td>448165.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>363.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30810</th>\n",
       "      <td>2015-09-18</td>\n",
       "      <td>서울특별시 광진구 아차산로 262 (자양동, 더샵스타시티)</td>\n",
       "      <td>5065</td>\n",
       "      <td>건국AMC</td>\n",
       "      <td>부동산 임대 및 공급업</td>\n",
       "      <td>206349.675</td>\n",
       "      <td>448396.9397</td>\n",
       "      <td>부동산 임대 및 공급업</td>\n",
       "      <td>4종</td>\n",
       "      <td>18.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32557</th>\n",
       "      <td>2015-09-11</td>\n",
       "      <td>서울특별시 광진구 워커힐로 177 (광장동, 워커힐호텔)</td>\n",
       "      <td>4963</td>\n",
       "      <td>SK네트웍스(주) 워커힐</td>\n",
       "      <td>호텔업</td>\n",
       "      <td>209672.3456</td>\n",
       "      <td>450590.3878</td>\n",
       "      <td>호텔업</td>\n",
       "      <td>4종</td>\n",
       "      <td>24.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33722</th>\n",
       "      <td>1999-07-07</td>\n",
       "      <td>서울특별시 광진구 자양번영로 3 (자양동)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(주)신흥기업</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206484.035</td>\n",
       "      <td>447539.8215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33723</th>\n",
       "      <td>1999-05-27</td>\n",
       "      <td>서울특별시 광진구 용마산로 134 (중곡동)</td>\n",
       "      <td>143-883</td>\n",
       "      <td>동도자동차(주)</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>207616.3133</td>\n",
       "      <td>451473.1853</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>5종</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33735</th>\n",
       "      <td>1999-06-11</td>\n",
       "      <td>서울특별시 광진구 면목로 93 (중곡동)</td>\n",
       "      <td>143-904</td>\n",
       "      <td>동인상운(주)</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>206904.7706</td>\n",
       "      <td>451097.5266</td>\n",
       "      <td>택시 운송업</td>\n",
       "      <td>5종</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33960</th>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>서울특별시 광진구 아차산로 552 (광장동, 광장극동아파트)</td>\n",
       "      <td>4971</td>\n",
       "      <td>극동2차아파트 입주자대표회의</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209138.0473</td>\n",
       "      <td>448993.9254</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4종</td>\n",
       "      <td>3</td>\n",
       "      <td>365.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33974</th>\n",
       "      <td>2023-01-03</td>\n",
       "      <td>서울특별시 광진구 아차산로 636 (광장동)</td>\n",
       "      <td>4969</td>\n",
       "      <td>(주)파라다이스 한울지점</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>209531.5729</td>\n",
       "      <td>449654.8934</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>15</td>\n",
       "      <td>200.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34166</th>\n",
       "      <td>2022-11-18</td>\n",
       "      <td>서울특별시 광진구 아차산로 635, 워커힐아파트 (광장동)</td>\n",
       "      <td>4964</td>\n",
       "      <td>워커힐아파트입주자대표회의</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>209345.9418</td>\n",
       "      <td>449811.7182</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>3종</td>\n",
       "      <td>19</td>\n",
       "      <td>365.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34431</th>\n",
       "      <td>2021-06-17</td>\n",
       "      <td>서울특별시 광진구 천호대로 831 (광장동)</td>\n",
       "      <td>4970</td>\n",
       "      <td>광진구청 다목적공공복합시설</td>\n",
       "      <td>폐기물 처리업</td>\n",
       "      <td>209370.663</td>\n",
       "      <td>449249.0321</td>\n",
       "      <td>폐기물 처리업</td>\n",
       "      <td>5종</td>\n",
       "      <td>8</td>\n",
       "      <td>300.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57620</th>\n",
       "      <td>1999-05-27</td>\n",
       "      <td>서울특별시 광진구 동일로 436 (중곡동)</td>\n",
       "      <td>143-901</td>\n",
       "      <td>월성운수(주)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206956.4136</td>\n",
       "      <td>451856.6678</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57621</th>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>서울특별시 광진구 구천면로 14 (광장동, 광진구민체육센타)</td>\n",
       "      <td>4970</td>\n",
       "      <td>광진구시설관리공단 광진구민체육센터</td>\n",
       "      <td>공공관계 서비스업</td>\n",
       "      <td>209343.0014</td>\n",
       "      <td>449330.4935</td>\n",
       "      <td>공공관계 서비스업</td>\n",
       "      <td>4종</td>\n",
       "      <td>17.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57622</th>\n",
       "      <td>2015-11-10</td>\n",
       "      <td>서울특별시 광진구 강변역로 50, 동서울종합터미널 (구의동)</td>\n",
       "      <td>5116</td>\n",
       "      <td>(주)에이치제이중공업 서울사무소</td>\n",
       "      <td>여객 자동차 터미널 운영업</td>\n",
       "      <td>208201.9933</td>\n",
       "      <td>447967.2995</td>\n",
       "      <td>여객 자동차 터미널 운영업</td>\n",
       "      <td>4종</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57623</th>\n",
       "      <td>2015-11-16</td>\n",
       "      <td>서울특별시 광진구 용마산로 127 (중곡동, 국립정신건강센터)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>국립정신건강센터</td>\n",
       "      <td>병원</td>\n",
       "      <td>207510.0768</td>\n",
       "      <td>451417.8644</td>\n",
       "      <td>병원</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57624</th>\n",
       "      <td>2015-11-17</td>\n",
       "      <td>서울특별시 광진구 능동로 76 (자양동, 광진문화예술회관 및 구의회청사)</td>\n",
       "      <td>5065</td>\n",
       "      <td>광진구시설관리공단 광진문화예술회관</td>\n",
       "      <td>공연시설 운영업</td>\n",
       "      <td>206174.5172</td>\n",
       "      <td>448365.3637</td>\n",
       "      <td>공연시설 운영업</td>\n",
       "      <td>4종</td>\n",
       "      <td>17.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57625</th>\n",
       "      <td>2015-12-07</td>\n",
       "      <td>서울특별시 광진구 자양로 117 (자양동,광진구청)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>광진구청</td>\n",
       "      <td>NaN</td>\n",
       "      <td>207217.2427</td>\n",
       "      <td>448466.0724</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>6.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57626</th>\n",
       "      <td>2015-12-21</td>\n",
       "      <td>서울특별시 광진구 광나루로 369 (군자동, 광진두산위브파크)</td>\n",
       "      <td>5005</td>\n",
       "      <td>광진두산위브파크아파트대표회의관리단</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206212.2443</td>\n",
       "      <td>449577.1749</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>6.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57627</th>\n",
       "      <td>2015-12-23</td>\n",
       "      <td>서울특별시 광진구 구의강변로 64 (구의동, 구의아크로리버)</td>\n",
       "      <td>5116</td>\n",
       "      <td>구의아크로리버입주대표회의</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208135.5074</td>\n",
       "      <td>448204.0917</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5종</td>\n",
       "      <td>13.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57628</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>서울특별시 광진구 능동로 110 (화양동)</td>\n",
       "      <td>5030</td>\n",
       "      <td>스타시티 영존</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>4종</td>\n",
       "      <td>16.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57629</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>서울특별시 광진구 용마산로 171 (중곡동)</td>\n",
       "      <td>4903</td>\n",
       "      <td>실로암목욕장</td>\n",
       "      <td>욕탕업</td>\n",
       "      <td>207487.0252</td>\n",
       "      <td>451864.5615</td>\n",
       "      <td>욕탕업</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58449</th>\n",
       "      <td>2022-10-27</td>\n",
       "      <td>서울특별시 광진구 아차산로 552 (광장동, 광장극동아파트)</td>\n",
       "      <td>4971</td>\n",
       "      <td>광장극동1차아파트 입주자대표회의</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>209138.0473</td>\n",
       "      <td>448993.9254</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>4종</td>\n",
       "      <td>4.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58733</th>\n",
       "      <td>2022-10-17</td>\n",
       "      <td>서울특별시 광진구 아차산로 355, 타워더모스트광진아크로텔 (자양동)</td>\n",
       "      <td>5026</td>\n",
       "      <td>대한코너스톤프로젝트금융투자 주식회사</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>207202.1366</td>\n",
       "      <td>448365.6601</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>365.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58734</th>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>서울특별시 광진구 자양로 76, 동서울우편집중국 (자양동)</td>\n",
       "      <td>5050</td>\n",
       "      <td>동서울우편집중국</td>\n",
       "      <td>그외 기타 기계 및 장비 도매업</td>\n",
       "      <td>207521.1386</td>\n",
       "      <td>448140.0608</td>\n",
       "      <td>그외 기타 기계 및 장비 도매업</td>\n",
       "      <td>5종</td>\n",
       "      <td>9.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59068</th>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>서울특별시 광진구 아차산로 563, 대한제지(주) 사옥 (광장동)</td>\n",
       "      <td>4983</td>\n",
       "      <td>대한제지(주)</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>209023.363</td>\n",
       "      <td>449094.1411</td>\n",
       "      <td>부동산 임대업</td>\n",
       "      <td>5종</td>\n",
       "      <td>10.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81627</th>\n",
       "      <td>2015-10-30</td>\n",
       "      <td>서울특별시 광진구 능동로 209 (군자동, 세종대학교)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>세종대학교</td>\n",
       "      <td>대학교</td>\n",
       "      <td>206481.0627</td>\n",
       "      <td>449832.3234</td>\n",
       "      <td>대학교</td>\n",
       "      <td>4종</td>\n",
       "      <td>12.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            인허가일자                                   도로명전체주소  도로명우편번호  \\\n",
       "25126  2015-12-22            서울특별시 광진구 능동로 120 (화양동, 건국대학교)     5029   \n",
       "25567  2015-10-26           서울특별시 광진구 워커힐로 177 (광장동, 워커힐호텔)     4963   \n",
       "25796  2016-03-22        서울특별시 광진구 구의강변로 45 (구의동, 구의동 복합빌딩)     5049   \n",
       "25984  2019-02-14             서울특별시 광진구 워커힐로 93, 정립회관 (구의동)     4958   \n",
       "26126  2015-08-28        서울특별시 광진구 능동로 120-1 (화양동, 건국대학교병원)     5030   \n",
       "26255  2015-12-10         서울특별시 광진구 능동로 433, 중곡문화체육센터 (중곡동)     4904   \n",
       "26989  2015-09-02                    서울특별시 광진구 능동로 90 (자양동)  143-854   \n",
       "27403  2015-09-22             서울특별시 광진구 능동로 92 (자양동, 롯데백화점)     5065   \n",
       "27830  2019-07-26         서울특별시 광진구 능동로 400, 보건복지행정타운 (중곡동)     4933   \n",
       "29101  2015-11-06             서울특별시 광진구 워커힐로 93 (구의동, 정립회관)     4958   \n",
       "29151  2016-03-25      서울특별시 광진구 광장로5길 25-1 (광장동, 장로회신학대학교)     4965   \n",
       "29244  1998-06-30               서울특별시 광진구 아차산로78길 176 (광장동)      NaN   \n",
       "29245  1998-08-20                   서울특별시 광진구 동일로 425 (중곡동)      NaN   \n",
       "29825  2021-12-20                서울특별시 광진구 아차산로78길 90 (광장동)     4969   \n",
       "30694  2015-12-02                서울특별시 광진구 광나루로56길 85 (구의동)      NaN   \n",
       "30810  2015-09-18          서울특별시 광진구 아차산로 262 (자양동, 더샵스타시티)     5065   \n",
       "32557  2015-09-11           서울특별시 광진구 워커힐로 177 (광장동, 워커힐호텔)     4963   \n",
       "33722  1999-07-07                   서울특별시 광진구 자양번영로 3 (자양동)      NaN   \n",
       "33723  1999-05-27                  서울특별시 광진구 용마산로 134 (중곡동)  143-883   \n",
       "33735  1999-06-11                    서울특별시 광진구 면목로 93 (중곡동)  143-904   \n",
       "33960  2022-12-08         서울특별시 광진구 아차산로 552 (광장동, 광장극동아파트)     4971   \n",
       "33974  2023-01-03                  서울특별시 광진구 아차산로 636 (광장동)     4969   \n",
       "34166  2022-11-18          서울특별시 광진구 아차산로 635, 워커힐아파트 (광장동)     4964   \n",
       "34431  2021-06-17                  서울특별시 광진구 천호대로 831 (광장동)     4970   \n",
       "57620  1999-05-27                   서울특별시 광진구 동일로 436 (중곡동)  143-901   \n",
       "57621  2015-10-15         서울특별시 광진구 구천면로 14 (광장동, 광진구민체육센타)     4970   \n",
       "57622  2015-11-10         서울특별시 광진구 강변역로 50, 동서울종합터미널 (구의동)     5116   \n",
       "57623  2015-11-16        서울특별시 광진구 용마산로 127 (중곡동, 국립정신건강센터)      NaN   \n",
       "57624  2015-11-17  서울특별시 광진구 능동로 76 (자양동, 광진문화예술회관 및 구의회청사)     5065   \n",
       "57625  2015-12-07              서울특별시 광진구 자양로 117 (자양동,광진구청)      NaN   \n",
       "57626  2015-12-21        서울특별시 광진구 광나루로 369 (군자동, 광진두산위브파크)     5005   \n",
       "57627  2015-12-23         서울특별시 광진구 구의강변로 64 (구의동, 구의아크로리버)     5116   \n",
       "57628  2015-09-14                   서울특별시 광진구 능동로 110 (화양동)     5030   \n",
       "57629  2015-10-04                  서울특별시 광진구 용마산로 171 (중곡동)     4903   \n",
       "58449  2022-10-27         서울특별시 광진구 아차산로 552 (광장동, 광장극동아파트)     4971   \n",
       "58733  2022-10-17    서울특별시 광진구 아차산로 355, 타워더모스트광진아크로텔 (자양동)     5026   \n",
       "58734  2022-10-18          서울특별시 광진구 자양로 76, 동서울우편집중국 (자양동)     5050   \n",
       "59068  2021-04-12      서울특별시 광진구 아차산로 563, 대한제지(주) 사옥 (광장동)     4983   \n",
       "81627  2015-10-30            서울특별시 광진구 능동로 209 (군자동, 세종대학교)      NaN   \n",
       "\n",
       "                      사업장명              업태구분명      좌표정보(x)      좌표정보(y)  \\\n",
       "25126                건국대학교                대학교          NaN          NaN   \n",
       "25567      SK네트웍스(주) 워커힐호텔                호텔업  209696.6152  450572.6302   \n",
       "25796             성진강변스파랜드                욕탕업  207995.9571  448085.2425   \n",
       "25984                 정립회관            수영장 운영업  208558.3494  449841.6657   \n",
       "26126              건국대학교병원                NaN  206303.0322  448689.8782   \n",
       "26255  광진구시설관리공단 중곡동문화체육센터          공공관계 서비스업  207416.1762  451726.8248   \n",
       "26989      The Classic 500                숙박업  206217.4347  448506.2187   \n",
       "27403      건국AMC 스타시티롯데백화점                NaN  206217.4347  448506.2187   \n",
       "27830             보건복지행정타운                NaN  207403.6213  451409.4742   \n",
       "29101                 정립전자     그외 기타 전자부품 제조업  208558.3494  449841.6657   \n",
       "29151             장로회신학대학교                대학교  209096.5449  449775.2491   \n",
       "29244                이성모터스                NaN  209485.0198  449510.7308   \n",
       "29245             성진자동차공업사         자동차 전문 수리업  206861.3717  451779.8231   \n",
       "29825   광진구시설관리공단(광진정보도서관)                NaN  209704.1525  449873.8728   \n",
       "30694          강변테크노마트주식회사                NaN  208394.4164    448165.28   \n",
       "30810                건국AMC       부동산 임대 및 공급업   206349.675  448396.9397   \n",
       "32557        SK네트웍스(주) 워커힐                호텔업  209672.3456  450590.3878   \n",
       "33722              (주)신흥기업                NaN   206484.035  447539.8215   \n",
       "33723             동도자동차(주)             택시 운송업  207616.3133  451473.1853   \n",
       "33735              동인상운(주)             택시 운송업  206904.7706  451097.5266   \n",
       "33960      극동2차아파트 입주자대표회의                NaN  209138.0473  448993.9254   \n",
       "33974        (주)파라다이스 한울지점            부동산 임대업  209531.5729  449654.8934   \n",
       "34166        워커힐아파트입주자대표회의            부동산 임대업  209345.9418  449811.7182   \n",
       "34431       광진구청 다목적공공복합시설            폐기물 처리업   209370.663  449249.0321   \n",
       "57620              월성운수(주)                NaN  206956.4136  451856.6678   \n",
       "57621   광진구시설관리공단 광진구민체육센터          공공관계 서비스업  209343.0014  449330.4935   \n",
       "57622    (주)에이치제이중공업 서울사무소     여객 자동차 터미널 운영업  208201.9933  447967.2995   \n",
       "57623             국립정신건강센터                 병원  207510.0768  451417.8644   \n",
       "57624   광진구시설관리공단 광진문화예술회관           공연시설 운영업  206174.5172  448365.3637   \n",
       "57625                 광진구청                NaN  207217.2427  448466.0724   \n",
       "57626   광진두산위브파크아파트대표회의관리단                NaN  206212.2443  449577.1749   \n",
       "57627        구의아크로리버입주대표회의                NaN  208135.5074  448204.0917   \n",
       "57628              스타시티 영존            부동산 임대업          NaN          NaN   \n",
       "57629               실로암목욕장                욕탕업  207487.0252  451864.5615   \n",
       "58449    광장극동1차아파트 입주자대표회의            부동산 임대업  209138.0473  448993.9254   \n",
       "58733  대한코너스톤프로젝트금융투자 주식회사            부동산 임대업  207202.1366  448365.6601   \n",
       "58734             동서울우편집중국  그외 기타 기계 및 장비 도매업  207521.1386  448140.0608   \n",
       "59068              대한제지(주)            부동산 임대업   209023.363  449094.1411   \n",
       "81627                세종대학교                대학교  206481.0627  449832.3234   \n",
       "\n",
       "                   업종구분명 종별명 배출시설조업시간  배출시설연간가동일수  방지시설조업시간  방지시설연간가동일수  \n",
       "25126                대학교  4종     24.0       365.0      24.0       365.0  \n",
       "25567                호텔업  4종     12.0       365.0       NaN         0.0  \n",
       "25796                욕탕업  4종     24.0       365.0       NaN         0.0  \n",
       "25984            수영장 운영업  5종      6.0       140.0       6.0       140.0  \n",
       "26126                NaN  4종     24.0       365.0      24.0       365.0  \n",
       "26255          공공관계 서비스업  4종      8.0       320.0       8.0       320.0  \n",
       "26989                숙박업  4종     12.0       100.0       NaN         0.0  \n",
       "27403                NaN  4종     17.0       365.0      17.0       365.0  \n",
       "27830                NaN  4종      8.0       269.0       8.0       269.0  \n",
       "29101     그외 기타 전자부품 제조업  5종      NaN         0.0       NaN         0.0  \n",
       "29151                대학교  4종     20.0       365.0       NaN         0.0  \n",
       "29244                NaN  5종      7.0       300.0       7.0       300.0  \n",
       "29245         자동차 전문 수리업  5종      4.0       300.0       4.0       300.0  \n",
       "29825                NaN  5종     13.0       300.0       NaN         0.0  \n",
       "30694                NaN  4종     12.0       363.0       NaN         0.0  \n",
       "30810       부동산 임대 및 공급업  4종     18.0       340.0       NaN         0.0  \n",
       "32557                호텔업  4종     24.0       365.0       NaN         0.0  \n",
       "33722                NaN  5종        0         0.0       0.0         0.0  \n",
       "33723             택시 운송업  5종        0         0.0       0.0         0.0  \n",
       "33735             택시 운송업  5종        0         0.0       0.0         0.0  \n",
       "33960                NaN  4종        3       365.0       3.0       365.0  \n",
       "33974            부동산 임대업  5종       15       200.0      15.0       200.0  \n",
       "34166            부동산 임대업  3종       19       365.0      19.0       365.0  \n",
       "34431            폐기물 처리업  5종        8       300.0       8.0       300.0  \n",
       "57620                NaN  5종      0.0         0.0       0.0         0.0  \n",
       "57621          공공관계 서비스업  4종     17.0       350.0       NaN         0.0  \n",
       "57622     여객 자동차 터미널 운영업  4종      4.0       365.0       NaN         0.0  \n",
       "57623                 병원  4종     12.0       180.0      12.0       180.0  \n",
       "57624           공연시설 운영업  4종     17.0       360.0       NaN         0.0  \n",
       "57625                NaN  5종      6.0       180.0       6.0       180.0  \n",
       "57626                NaN  5종      6.0       150.0       NaN         0.0  \n",
       "57627                NaN  5종     13.0       365.0       NaN         0.0  \n",
       "57628            부동산 임대업  4종     16.0       250.0      16.0       250.0  \n",
       "57629                욕탕업  4종     12.0       365.0      12.0       365.0  \n",
       "58449            부동산 임대업  4종      4.0       280.0       4.0       280.0  \n",
       "58733            부동산 임대업  5종      4.0       365.0       4.0       365.0  \n",
       "58734  그외 기타 기계 및 장비 도매업  5종      9.0       240.0       9.0       240.0  \n",
       "59068            부동산 임대업  5종     10.0       240.0      10.0       240.0  \n",
       "81627                대학교  4종     12.0       300.0       NaN       300.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_dataset = dataset_GJ[using_columns]\n",
    "result_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "98bc5336",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 39 entries, 25126 to 81627\n",
      "Data columns (total 13 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   인허가일자       39 non-null     object \n",
      " 1   도로명전체주소     39 non-null     object \n",
      " 2   도로명우편번호     32 non-null     object \n",
      " 3   사업장명        39 non-null     object \n",
      " 4   업태구분명       27 non-null     object \n",
      " 5   좌표정보(x)     37 non-null     object \n",
      " 6   좌표정보(y)     37 non-null     object \n",
      " 7   업종구분명       27 non-null     object \n",
      " 8   종별명         39 non-null     object \n",
      " 9   배출시설조업시간    38 non-null     object \n",
      " 10  배출시설연간가동일수  39 non-null     float64\n",
      " 11  방지시설조업시간    24 non-null     float64\n",
      " 12  방지시설연간가동일수  39 non-null     float64\n",
      "dtypes: float64(3), object(10)\n",
      "memory usage: 4.3+ KB\n"
     ]
    }
   ],
   "source": [
    "result_dataset.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b3ea553b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "result_dataset = result_dataset.copy()\n",
    "result_dataset['배출시설조업시간']=result_dataset['배출시설조업시간'].astype(float)\n",
    "result_dataset['좌표정보(x)']=result_dataset['좌표정보(x)'].astype(float)\n",
    "result_dataset['좌표정보(y)']=result_dataset['좌표정보(y)'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "366b4efc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>좌표정보(x)</th>\n",
       "      <th>좌표정보(y)</th>\n",
       "      <th>배출시설조업시간</th>\n",
       "      <th>배출시설연간가동일수</th>\n",
       "      <th>방지시설조업시간</th>\n",
       "      <th>방지시설연간가동일수</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>37.000000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>39.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>207916.908381</td>\n",
       "      <td>449582.916343</td>\n",
       "      <td>11.052632</td>\n",
       "      <td>261.717949</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>155.230769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1219.628778</td>\n",
       "      <td>1286.752429</td>\n",
       "      <td>7.165787</td>\n",
       "      <td>125.425581</td>\n",
       "      <td>7.156633</td>\n",
       "      <td>154.585092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>206174.517200</td>\n",
       "      <td>447539.821500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>206904.770600</td>\n",
       "      <td>448466.072400</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>207616.313300</td>\n",
       "      <td>449510.730800</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>209138.047300</td>\n",
       "      <td>450572.630200</td>\n",
       "      <td>16.750000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>12.750000</td>\n",
       "      <td>300.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>209704.152500</td>\n",
       "      <td>451864.561500</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>365.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             좌표정보(x)        좌표정보(y)   배출시설조업시간  배출시설연간가동일수   방지시설조업시간  \\\n",
       "count      37.000000      37.000000  38.000000   39.000000  24.000000   \n",
       "mean   207916.908381  449582.916343  11.052632  261.717949   9.000000   \n",
       "std      1219.628778    1286.752429   7.165787  125.425581   7.156633   \n",
       "min    206174.517200  447539.821500   0.000000    0.000000   0.000000   \n",
       "25%    206904.770600  448466.072400   6.000000  190.000000   4.000000   \n",
       "50%    207616.313300  449510.730800  12.000000  300.000000   8.000000   \n",
       "75%    209138.047300  450572.630200  16.750000  365.000000  12.750000   \n",
       "max    209704.152500  451864.561500  24.000000  365.000000  24.000000   \n",
       "\n",
       "       방지시설연간가동일수  \n",
       "count   39.000000  \n",
       "mean   155.230769  \n",
       "std    154.585092  \n",
       "min      0.000000  \n",
       "25%      0.000000  \n",
       "50%    180.000000  \n",
       "75%    300.000000  \n",
       "max    365.000000  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_dataset.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ccbff9c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4종    21\n",
       "5종    17\n",
       "3종     1\n",
       "Name: 종별명, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_dataset['종별명'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "bfad85bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'count')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (16,12))\n",
    "\n",
    "axes1 = fig.add_subplot(2,2,1)\n",
    "axes1.hist(result_dataset['배출시설조업시간'], bins=20)\n",
    "axes1.set_title(\"Polution Running Hour\")\n",
    "axes1.set_xlabel(\"running hour\")\n",
    "axes1.set_ylabel(\"count\")\n",
    "\n",
    "axes2 = fig.add_subplot(2,2,2)\n",
    "axes2.hist(result_dataset['배출시설연간가동일수'], bins=20)\n",
    "axes2.set_title(\"Polution Running Day\")\n",
    "axes2.set_xlabel(\"running day\")\n",
    "axes2.set_ylabel(\"count\")\n",
    "\n",
    "axes3 = fig.add_subplot(2,2,3)\n",
    "axes3.hist(result_dataset['방지시설조업시간'], bins=20)\n",
    "axes3.set_title(\"Prevent Running Hour\")\n",
    "axes3.set_xlabel(\"running hour\")\n",
    "axes3.set_ylabel(\"count\")\n",
    "\n",
    "axes4 = fig.add_subplot(2,2,4)\n",
    "axes4.hist(result_dataset['방지시설연간가동일수'],bins=20)\n",
    "axes4.set_title(\"Prevent Running Day\")\n",
    "axes4.set_xlabel(\"running day\")\n",
    "axes4.set_ylabel(\"count\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "03159f2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x218a4fbca00>]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(result_dataset['좌표정보(x)'], result_dataset['좌표정보(y)'], 'o')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b31d849",
   "metadata": {},
   "source": [
    "## 탐색적 자료분석"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "6d19abcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "배출시설조업시간       11.052632\n",
       "배출시설연간가동일수    261.717949\n",
       "방지시설조업시간        9.000000\n",
       "방지시설연간가동일수    155.230769\n",
       "dtype: float64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_dataset[['배출시설조업시간', '배출시설연간가동일수','방지시설조업시간', '방지시설연간가동일수']].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8f01eb65",
   "metadata": {},
   "outputs": [],
   "source": [
    "rank_hour = result_dataset[['종별명', '배출시설조업시간','방지시설조업시간']].groupby(['종별명']).mean()\n",
    "rank_day = result_dataset[['종별명', '배출시설연간가동일수','방지시설연간가동일수']].groupby(['종별명']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1b47623d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'mean')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\jinsung\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:214: RuntimeWarning: Glyph 51333 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "c:\\users\\jinsung\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:183: RuntimeWarning: Glyph 51333 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,6))\n",
    "\n",
    "axes1 = fig.add_subplot(1,2,1)\n",
    "axes1.plot(rank_hour)\n",
    "axes1.set_title(\"Running Hour\")\n",
    "axes1.set_xlabel(\"rank\")\n",
    "axes1.set_ylabel(\"mean\")\n",
    "\n",
    "axes2 = fig.add_subplot(1,2,2)\n",
    "axes2.plot(rank_day)\n",
    "axes2.set_title(\"Running Day\")\n",
    "axes2.set_xlabel(\"rank\")\n",
    "axes2.set_ylabel(\"mean\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "37f10181",
   "metadata": {},
   "outputs": [],
   "source": [
    "result_dataset.to_csv('df_GJ_air_polution.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44ad1c6f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a257e8ea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eff1fb01",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
